agentlans/deberta-v3-xsmall-quality-v2
Text Classification • 70.8M • Updated • 2
Datasets:
text stringlengths 1 62.8k | fineweb float64 -3.91 3.29 | nvidia float64 -7.02 7.77 | length float64 -4.2 15.4 | quality float64 -10.77 6.4 |
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In Section \\[sec:fuzzycommitment\\], we review the FCS. | -0.052472 | -1.282657 | -0.745968 | -0.558103 |
Examples are the bald eagle, the polar bear, the monarch butterfly, and the tawny mole cricket. | 0.483065 | 1.112352 | -0.08889 | 1.306112 |
... Copper Lead Zinc Iron. | -0.073944 | -1.691059 | -1.60011 | -0.337456 |
<a href="[URL] class="embedly-card" data-card-width="100%" data-card-controls="0">Embedded content: [URL] The Illini (8-15, 4-8 Big Ten, 10-13 against the spread) haven't had much to celebrate this season, but the fans in Champaign got to storm the court for the first time since 2013, giving their moneyline bettors an ... | -0.434607 | -1.185623 | 1.720433 | -2.389388 |
UNIFORMITARIANISM VS. CATASTROPHISM The theory of uniformitarianism teaches that "all things continue as they were from the beginning" (2 Peter 3:4; read 2 Peter 3:3-7). | 1.822885 | 3.810955 | 0.698231 | 3.952262 |
The navigation screen should have simple and clear instructions so any learner can easily progress through the course. | 0.471319 | -1.267066 | 0.198311 | -0.751851 |
: It is said to have originated during the Napoleonic wars when Napoleon so frustrated with the devastating effect the British archers were having in battle that he promised that any captured British archer would have his two firing fingers chopped off , in defiance the British archers stood on a hill and raised two fi... | 2.689247 | 0.514183 | 2.127587 | 1.118841 |
Take a tip from hotel managers. | -0.584389 | -2.467973 | -1.414084 | -1.465903 |
How is it best to use nureflex? | -0.792934 | -1.822421 | -1.414084 | -1.124017 |
Is there a return policy on TE for saddles? | -1.389905 | -2.374847 | -1.052768 | -2.258829 |
Uma conclusão que gostaria de tirar é a de que, seja como for, o debate democrático lançado na Europa, aberto por esta espécie de crise, de que não podemos também agora exagerar a importância, tem de continuar. | 0.417831 | 0.681995 | 1.015765 | 0.198093 |
In May 1943, Weisz escaped on her own into hiding. | -0.612739 | -0.935832 | -0.879294 | -0.63815 |
Yes they start with the Columbia River Basin followed by all the other one's all new routes so much bigger,wider,more details than ever before and much much more to come all in super realistic mode and not to forget protypical!! | -1.008244 | -1.310372 | 1.139099 | -2.556696 |
Selfhood Mastery means one maintains moral character every time one is being severely tested. | -0.077539 | -0.588185 | -0.116506 | -0.44485 |
It also occurs down to sea level along some areas of the coast. | 0.985275 | 0.231187 | -0.604637 | 1.345941 |
They have stayed on now. | -1.260577 | -1.234147 | -1.68293 | -0.854338 |
Most will evaporate the majority, if not all, of the water produced in the exhaust air, but if they don't get rid of all of it, they will usually have a drain at the bottom of the unit to get rid of the collected water. | 1.342377 | 1.53613 | 1.078483 | 1.548722 |
Hidden auto-regressive model\\[sec:numerics:hiddenar\\] ----------------------------------------------------- Our first example illustrates the proposed method, the impact of the number of particles $N$ and that of the time horizon $T$, and the benefits of auxiliary particle filters. | 0.916021 | -1.116278 | 1.477113 | -1.119834 |
This could involve either outputting audio and taking in audio from a bluetooth headset, allowing you to have audio I/O with the beagleboard, or could involve connecting with phones automatically as they come into range of the beagleboard, allowing for an automatic attendence registration system, among other things.| |... | 1.350958 | -3.201848 | 2.959124 | -3.377543 |
I like the first card the best, but the balloon card just strikes my fancy! | -1.952344 | 0.150877 | -0.390128 | -1.154964 |
Total Solar Eclipse I'm a scientist, and there's great science to be done during an eclipse, but that's not my plan for today. | -0.326004 | 1.10185 | 0.287326 | 0.419618 |
* @todo Fix tRNS chunk support for Indexed Images to a SMask. | -2.085451 | -1.711805 | -0.643631 | -2.551041 |
"When anoles first arrived in the islands there were no other lizards quite like them, so there was abundant opportunity to diversify," said author Luke Mahler of Harvard University. | 1.822885 | 0.72396 | 0.805245 | 1.467418 |
Until now high production costs have made GaN lighting too expensive for wide spread use in homes and offices. | 0.39372 | 2.181236 | 0.104144 | 1.94657 |
39(4):361-368. | -1.227638 | 1.616725 | -2.212056 | 1.74679 |
Let $\\phi$ be a limiting function of $\\{\\phi_{l_{k_j}}\\}$. | -0.202692 | -1.171756 | -0.624004 | -0.668391 |
Its small size (MW = 26 kDa) allows for the injection (six milligrams) of 12--24 times as many molecules as with the other anti-VEGF drugs \\[[@B27-pharmaceutics-10-00021]\\]. | 0.494761 | -2.910006 | 0.74844 | -2.377558 |
As to the answer to "why use geometric algebra and not differential forms", for now my answer is: Use the tensor algebras over $\\mathbb{R}^n$ and $(\\mathbb{R}^n)^*$, while appreciating the special properties of their exterior sub-algebras and remembering that, given our favorite quadratic form $Q$, we can always intr... | 1.410294 | -1.490418 | 2.155124 | -1.467954 |
She was my salvation. | -1.874227 | -0.241605 | -1.818596 | -0.469456 |
These traits make them the perfect hand-to-hand specialists. | -1.019058 | -0.584705 | -0.663527 | -0.82202 |
SAGE is set up in the Accelerator Laboratory of the University of Jyvaeskylae and works in conjunction with the RITU gas-filled recoil separator and the GREAT focal-plane spectrometer allowing the use of the recoil-decay tagging method. | 0.575269 | 0.489717 | 1.191338 | 0.056352 |
In his blog Tetrapod Zoology, Darren Naish says captive babirusas "exhibit excitement and enthusiasm on greeting familiar people, engaging in tail wagging, head shaking and jumping and running about." | 0.718809 | 3.951613 | 0.943408 | 3.038677 |
Brouwer's [program] is not as Weyl thinks, the revolution, but only a repetition of an attempted putsch with old methods, that in its day was undertaken with greater verve yet failed utterly. | 0.647974 | 1.816516 | 0.875676 | 1.357064 |
Our results demonstrate the instability of a singly charged vortex in the antiferromagnetic spinor condensate. | -0.294646 | -0.229404 | 0.104144 | -0.477891 |
Before the end of that bloody night raid Brown's party had put six or seven men to death--for no crime except that they belonged to the opposite party and had made threats--an offense of which Brown's party were equally guilty. | 2.189023 | 1.399498 | 1.132463 | 2.068992 |
char.toLowerCase() : char.toUpperCase(); }, parseCodes = function(value, codeMap) { // buffer to hold a collection of key/char code pairs corresponding to input string value var codes = [], // buffer to hold the name of a control key as it's being parsed definingControlKey = false, // hold a collection of currently pus... | 1.541369 | -1.573464 | 5.571301 | -3.657931 |
The pieces of his outfit revolve around the laid back feel of his plaid shirt, and his simple accessories fortify his button-down's presence. | -1.740682 | 0.304533 | 0.442301 | -1.411956 |
(multiple responses allowed) Verbal harassment 87% Physical assault 25% Stalked 19% Property vandalized 19% Blackmail 17% Sexual harassment 13% Rape 10% Other 7% 2. | -0.401971 | -1.86389 | 0.655248 | -2.199923 |
We ensure every Roofers Pro is Qualified. | -1.358537 | 0.654021 | -1.106625 | 0.170419 |
The History Channel At Amazon... After Armageddon. | -0.701893 | -0.970551 | -0.879294 | -0.73506 |
The Lewiston-Queenston Bridge Connecting the towns of Lewiston New York with Queenston Ontario this bridge is open to both car and truck traffic. | 0.465427 | 1.9217 | 0.481309 | 1.553691 |
This is especially important when looking for transients and higher order harmonics. | 0.1666 | -0.44022 | -0.247229 | -0.052854 |
Neither in Vermont nor on the Great Plans are so many small farms ever likely to be economically viable as was the case 50 and 100 years ago. | 0.995029 | 1.395996 | 0.442301 | 1.582176 |
Hosted by Tommy Oler and Katrina Coleman | -2.098962 | -1.62881 | -0.975751 | -2.280119 |
In: SIGMETRICS'05, Ban, Alberta, Canada (2005). | 0.288814 | -1.396953 | -0.951003 | -0.246825 |
[isbn: 978-1-920682-51-4] - Wong, W., Liu, W. & Bennamoun, M. (2007) Determining Termhood for Learning Domain Ontologies in a Probabilistic Framework. | 0.592218 | 1.718364 | 0.528834 | 1.462818 |
Temperature profiles of a swarm at low (5oC=41oF) and high (30oC=86oF) ambient temperatures. | 0.740244 | 0.891867 | -0.130499 | 1.361951 |
That they were not the individuals who physically sorted through every piece of paper or who personally typed the search into the computer program does not cause a constitutional problem. | 0.839846 | 0.430307 | 0.844721 | 0.442876 |
You now have an autotransformer. | -1.113642 | -1.774033 | -1.379905 | -1.359348 |
In: Ian Kershaw & Moshe Lewin (Hg. | -2.455761 | -2.153998 | -1.314123 | -2.749489 |
Catch the last episode here on BBC iplayer | -2.173922 | -2.354148 | -1.079431 | -2.838614 |
Networks with the architecture (72, 4, 3, 4) performed very similarly to (72, 5, 4, 4) and require fewer unknowns (or weights, *w*~*ij*~), 312 as opposed to 396. | 0.875656 | 0.346452 | 0.628934 | 0.545994 |
Anita R. Casey, Renatha S. Garner, Meyer, Darragh, Buckler, Bebenek & Eck, Charleston, for amicus, CSM Systems, Inc. A.L. | -2.24998 | -0.441961 | 0.232261 | -2.257448 |
Siiould appellant wish to seel<further review of this case by the Texas Court of Criminal Appeals, he must either retain an attomey to file a petition for discretionary review or file a pro se petition for discretionary review. | -0.552044 | -1.531945 | 1.132463 | -2.368812 |
CONTACT: Joseph Benesh – (718) 674-4414 cell / (602) 254-6926 office. | -1.641634 | -1.919172 | -0.493512 | -2.463944 |
She hunts down killers and this one is a great psychological thriller! | -1.991894 | -1.282657 | -0.475776 | -2.251562 |
PRRSV nsp5 induces STAT3 degradation to inhibit JAK-STAT3 signaling.Fig. | -0.066768 | 0.727458 | -0.440927 | 0.804392 |
Toronto, OntarioOpen NowABOUT UPCOUNTRYOur StoryUpCountry makes more than no epub. | -1.008244 | -1.656478 | -0.277846 | -1.903534 |
Database 1 Search over 18,000 Have and Want Ads placed by Executive Members who are licensed real estate brokers and salespeople. | -1.082859 | -0.755152 | 0.3195 | -1.646274 |
In addition to 8,000 acres of native seed production at Ernst, we supply seed from some of North America's top producers and collectors. | 0.031757 | -0.288662 | 0.392229 | -0.456742 |
Back to treadmill repair home page . | -1.00634 | -2.967701 | -1.251474 | -2.292996 |
Here is my code: <!DOCTYPE html> <html ng-app="myApp"> <head> <link rel="stylesheet" type="text/css" href="[URL] <script src="[URL] <script src="[URL] </head> <body ng-controller="myCtrl"> <select ng-model="first.selection" id="first" ng-change="changeOver('dean')"> <option value="1">One</option> <option value="2">Two<... | 0.865472 | -1.046903 | 4.301148 | -2.946546 |
<!doctype html> <html lang="en"> <head> <title>Code coverage report for lib/spdy-transport/protocol/spdy/</title> <meta charset="utf-8" /> <link rel="stylesheet" href="../../../../prettify.css" /> <link rel="stylesheet" href="../../../../base.css" /> <meta name="viewport" content="width=device-width, initial-scale=1"> ... | 1.393469 | -1.268799 | 8.049524 | -5.151238 |
Of course, will not be the higher the deductible is an alluring pull for male drivers. | -1.33872 | -1.642645 | -0.21721 | -2.190792 |
96*i Let a(r) = 5*r**2 - r - 4. | 0.301366 | 0.304533 | -1.414084 | 1.396083 |
We can make the nature of the instability even more transparent from calculating the lowest eigenvalue of $M_{\\text{eff}}$, $\\gamma_\\textbf{q} \\simeq \\mathrm i c |\\textbf{q}| + \\kappa_{\\textbf{q}}$, with speed of sound $c=\\sqrt{2 U n[J - 9 U n / (2z) ]}$. | 1.255089 | -1.462729 | 1.363314 | -1.051407 |
I recently found a small notebook with all my high scores from around... A Google Search is Right Around the Corner In July 2015, a 44-year old Grand Rapids woman was caught having a 2-year relationship with a (now) 13-year old boy from New Jersey. | -1.37276 | -1.06078 | 1.267007 | -2.730009 |
Update: I thought this was kind of elementary because this pop up all the time: RecoveringUbuntuAfterInstallingWindows: Boot to your Live Ubuntu CD Install and run Boot-Repair Click "Recommended Repair" Now reboot your system. | -0.35773 | -1.787859 | 1.125803 | -2.41266 |
** If you would still like this issue considered for the current release, ask your support representative to file as a blocker on your behalf. | -1.544925 | -1.697975 | 0.452138 | -2.831855 |
After paraffin removal and hydration, the slides were prepared for antigen retrieval by heating at 120°C for 10 min in an autoclave with 0.01 M citric acid at pH 6.0 \\[[@RSOB170031C85],[@RSOB170031C86]\\]. | 0.483065 | -3.821095 | 0.987172 | -3.255153 |
In the context of our running example with data $ (A_{1},L,A_{2},Y )$, under (\\[eq:statrand\\]) the sharp direct effect null implies the following constraint on the observed data distribution: $$\\label{eq:verma-constraint} \\quad f_{a_{1},a_{2}}^{\\ast}(y) \\quad\\mbox{is not a function of } a_{1} \\mbox{ for all }a_... | 0.58093 | -1.310372 | 2.291154 | -2.064637 |
This function $Q=\\nabla \\varphi $ is by definition the Brenier's map, i.e. | 0.282516 | -1.282657 | -0.373569 | -0.538856 |
After cereal and burnt toast, Sandy marched her girls to the bus stop and waved good-bye as she turned toward her car, angry with herself for sleeping those five extra minutes. | -0.44077 | 0.688989 | 0.756669 | -0.299203 |
Exeter Palestine Solidarity Campaign is affiliated to the National Palestine Solidarity Campaign (PSC), which was established during the build-up to the Israeli invasion of Lebanon in 1982 and support for the new organisation was greatly strengthened by subsequent events, and particularly by the massacres at Sabra and ... | 1.033704 | 2.784912 | 1.710682 | 1.87197 |
SOLUTION I found out that to speed up the loading of the model is better to store the structure of the networks and the weights into two distinct files: The saving part: model.save_weights('model.h5') model_json = model.to_json() with open('model.json', "w") as json_file: json_file.write(model_json) json_file.close() T... | 1.033704 | -1.324227 | 3.225564 | -2.330548 |
The Marble Ranch Round Barn if in my home town I lived in as a kid. | -0.992418 | -2.650707 | -0.529631 | -2.504793 |
They remain white in acid, but turn yellow in an alkaline medium, so a bit of lemon juice or a cover on the pot is in order. | -0.23681 | -0.138746 | 0.265521 | -0.466946 |
Learn what SOA is and isn't with the first of a new series. | -1.482733 | -2.984922 | -0.6837 | -3.049389 |
[6] The conviction at issue in Slovik's habeas petition is count two, assault with a deadly weapon, for throwing pool SLOVIK v. YATES 1529 balls at Featherstone. | -0.814117 | -1.753292 | 0.628934 | -2.418677 |
The barn was a total loss, however area firefighters were able to save all the other buildings on the property. | -0.40806 | -0.994849 | 0.11622 | -1.173327 |
Could you share the set up for a daily lunch break at lunch time (rather than a rolling time frame)</p> <p>— Abbey Jackson (@earthabbey) <a href="[URL] 15, 2018</a></p></blockquote> <script async src="[URL] charset="utf-8"></script><p>Sure! | -0.78825 | -1.490418 | 1.25461 | -2.600763 |
[34] A temporary fix was deployed which prevents fraudulent name transactions from affecting the name database without requiring miner intervention, and a long-term fix which rejects blocks containing such transactions is scheduled for block 150,000 if a majority of miners upgrade. | 0.647974 | 0.479232 | 1.466038 | -0.074092 |
However, 16 (6.1%) had injuries requiring medical attention and their 27 injuries represent an injury rate of 3.3 per 1000 hours of participation. | 0.212264 | 0.102004 | 0.490922 | -0.074247 |
Use your browser's File.SaveAs menu option to save the World File to the same directory where you saved the image. | -0.003022 | -1.078125 | 0.151912 | -0.944876 |
The Card is old and I don't have the original packaging. | -0.774245 | 1.395996 | -0.745968 | 0.972834 |
Then there exist $b\\in A$ and $w\\in \\operatorname{Hom}(a,b)$ such that $w(H)$ contains ${\\mathrm{rk}}\\,H$ simple roots. | 0.250807 | -1.338082 | 0.265521 | -1.023749 |
Byrnes was also ecstatic, telling Szilard "that our possessing and demonstrating the bomb would make Russia more manageable in Europe." | -0.168998 | 2.097049 | 0.382032 | 1.259275 |
--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------... | 0.592218 | -1.365788 | 7.662897 | -5.601859 |
The above definition is also consistent with the definition of CSR provided by the World Business Council on Sustainable Development: "The commitment of business to contribute to sustainable economic development, working with employees, their families, the local community, and society at large to improve their quality ... | 1.128099 | 0.039179 | 1.847509 | -0.291485 |
In straight from the source to address a F j, which is a best australia for currency g, IT l people and organization names are NTFS order " clients( ACLs) by Repairing j © things( ACEs) on NTFS investment resources. | -1.058203 | -1.185623 | 1.050877 | -2.440658 |
- Owner of data: The legal entity possessing the right resulting from the act of creating a digital record. | 2.176275 | 0.685492 | 0.067364 | 2.194935 |
All gamertags here Annabelle If you guys want to meet peiple you know on Gac,wel you came to the right place. | -1.887156 | -1.531945 | 0.091978 | -2.734857 |
Facial features slightly like Zuo Shan love, tall and hot is not inferior to Zuo Shan love. | -1.656956 | -1.573464 | -0.144619 | -2.432971 |
(Reporting by David Cutler, London Editorial Reference Unit) - Tweet this - Share this - Digg this | -0.820031 | -2.223029 | -0.048356 | -2.349162 |
Do you know what to look for to make sure your playground is safe? | 0.405802 | 0.83589 | -0.548027 | 1.328766 |
Jun 12, 7:15 PM Um yea, that's the ticket. | -1.580916 | -2.609342 | -1.079431 | -2.574332 |
"Calibration Completed" : "Calibration Failed"); defer_status_screen(false); touch.calibration_end(); touch.add_control(BACK, 0, 0, TFT_WIDTH, TFT_HEIGHT); } tft.canvas(0, (TFT_HEIGHT - tft_string.font_height()) >> 1, TFT_WIDTH, tft_string.font_height()); tft.set_background(COLOR_BACKGROUND); tft.add_text(tft_string.ce... | 0.477199 | -1.351936 | 3.227932 | -2.789143 |
Search: Nuclear chemistry, Darmstadtium, Germany In honour of scientist and astronomer Nicolaus Copernicus (1473-1543), the discovering team around Professor Sigurd Hofmann suggested the name copernicium with the element symbol Cp for the new element 112, discovered at the GSI Helmholtzzentrum für Schwerionenforschung ... | 2.678557 | 2.17422 | 1.879154 | 2.571177 |
Instructions were to have it pressed, check the fit, and then notify you whether the fit is fine and so you should have the second suit made. | 0.225172 | 0.828894 | 0.442301 | 0.536226 |
He is a two-weight world champion, having held the WBA light heavyweight title twice, from 1987 to 1997; the IBF and lineal light heavyweight titles from 1996 to 1997; and the WBA cruiserweight title twice, from … Explore the best trails in Las Vegas, Nevada using TrailLink. | -0.146765 | -1.822421 | 1.426754 | -2.470892 |
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Text Quality Meta-Analysis Dataset
Dataset Summary
The Text Quality Meta-Analysis Dataset is a comprehensive collection of sentences with associated quality metrics derived from multiple sources and methods. It combines text from various sources with quality scores from different models to create a thorough assessment of sentence quality. This dataset is an expanded and streamlined version of agentlans/text-quality.
In this context, "quality" refers to legible English sentences that are not spam and contain useful information. It does not necessarily indicate grammatical or factual correctness.
Supported Tasks
This dataset is suitable for:
- Sentence quality prediction
- Text classification
- Natural language processing model evaluation
- Linguistic analysis of sentence structure and quality
Dataset Structure
Data Instances
Each instance contains:
text(string): The sentence textfineweb(float): Quality score from HuggingFaceFW/fineweb-edu-classifier after transformationnvidia(float): Quality score from nvidia/quality-classifier-deberta after transformationlength(float): Length of the sentence in characters after transformationquality(float): Composite quality score derived from other metrics
Data Splits
The dataset is divided into two main files:
all.csv.gz: Contains all processed sentencestrain.csv.gz: A balanced subset for training, with up to 10 000 sentences per quality group
Dataset Creation
Source Data
Sentences were collected from multiple sources:
Annotations
Quality scores were generated using:
- HuggingFaceFW/fineweb-edu-classifier (logits)
- nvidia/quality-classifier-deberta (difference of logits for "High" and "Low" classes)
Quality Score Derivation
A composite quality score was derived through the following steps:
- Principal Component Analysis (PCA) was performed on the normalized "fineweb" and "nvidia" scores.
- The first principal component was extracted as an initial measure of quality.
- This quality measure was then adjusted for sentence length using robust linear regression (rlm function from the MASS package).
- The adjusted quality scores were scaled to z-scores produce the final quality metric.
Personal and Sensitive Information
No personal or sensitive information is included in this dataset.
Considerations for Using the Data
Social Impact of Dataset
This dataset can be used to improve natural language processing models and text quality assessment tools. However, users should be aware of potential biases in the source data and scoring models. These potential biases should be considered when interpreting results or developing applications based on this data.
Known Limitations
- The composite quality score is derived from limited sources and may not capture all aspects of text quality.
- The dataset focuses only on English language sentences.
- It doesn't differentiate between true and false sentences, only their potential information value.
- Potential biases in the source data and scoring models may affect the overall quality assessment.
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